Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 86512 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 9.9 MiB |
| Average record size in memory | 120.0 B |
Variable types
| Categorical | 6 |
|---|---|
| Numeric | 9 |
country has a high cardinality: 223 distinct values | High cardinality |
iso_code has a high cardinality: 223 distinct values | High cardinality |
date has a high cardinality: 483 distinct values | High cardinality |
vaccines has a high cardinality: 84 distinct values | High cardinality |
source_name has a high cardinality: 81 distinct values | High cardinality |
source_website has a high cardinality: 119 distinct values | High cardinality |
total_vaccinations is highly overall correlated with people_vaccinated and 6 other fields | High correlation |
people_vaccinated is highly overall correlated with total_vaccinations and 6 other fields | High correlation |
people_fully_vaccinated is highly overall correlated with total_vaccinations and 6 other fields | High correlation |
daily_vaccinations_raw is highly overall correlated with total_vaccinations and 6 other fields | High correlation |
daily_vaccinations is highly overall correlated with total_vaccinations and 3 other fields | High correlation |
total_vaccinations_per_hundred is highly overall correlated with total_vaccinations and 5 other fields | High correlation |
people_vaccinated_per_hundred is highly overall correlated with total_vaccinations and 5 other fields | High correlation |
people_fully_vaccinated_per_hundred is highly overall correlated with total_vaccinations and 5 other fields | High correlation |
vaccines is highly overall correlated with source_name | High correlation |
source_name is highly overall correlated with vaccines | High correlation |
total_vaccinations has 43026 (49.7%) zeros | Zeros |
people_vaccinated has 45330 (52.4%) zeros | Zeros |
people_fully_vaccinated has 47710 (55.1%) zeros | Zeros |
daily_vaccinations_raw has 51531 (59.6%) zeros | Zeros |
total_vaccinations_per_hundred has 43159 (49.9%) zeros | Zeros |
people_vaccinated_per_hundred has 45461 (52.5%) zeros | Zeros |
people_fully_vaccinated_per_hundred has 48308 (55.8%) zeros | Zeros |
Reproduction
| Analysis started | 2023-03-14 19:16:55.599879 |
|---|---|
| Analysis finished | 2023-03-14 19:17:26.308098 |
| Duration | 30.71 seconds |
| Software version | pandas-profiling vv3.6.2 |
| Download configuration | config.json |
country
Categorical
| Distinct | 223 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 676.0 KiB |
| Norway | 482 |
|---|---|
| Latvia | 480 |
| Denmark | 476 |
| United States | 471 |
| Russia | 470 |
| Other values (218) |
Length
| Max length | 32 |
|---|---|
| Median length | 25 |
| Mean length | 8.7223507 |
| Min length | 4 |
Characters and Unicode
| Total characters | 754588 |
|---|---|
| Distinct characters | 56 |
| Distinct categories | 7 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Afghanistan |
|---|---|
| 2nd row | Afghanistan |
| 3rd row | Afghanistan |
| 4th row | Afghanistan |
| 5th row | Afghanistan |
Common Values
| Value | Count | Frequency (%) |
| Norway | 482 | 0.6% |
| Latvia | 480 | 0.6% |
| Denmark | 476 | 0.6% |
| United States | 471 | 0.5% |
| Russia | 470 | 0.5% |
| Canada | 470 | 0.5% |
| China | 470 | 0.5% |
| Israel | 466 | 0.5% |
| Qatar | 463 | 0.5% |
| Liechtenstein | 463 | 0.5% |
| Other values (213) | 81801 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| and | 3213 | 2.9% |
| islands | 2336 | 2.1% |
| united | 1363 | 1.2% |
| saint | 1237 | 1.1% |
| new | 1193 | 1.1% |
| south | 1157 | 1.0% |
| guinea | 1108 | 1.0% |
| republic | 1067 | 1.0% |
| ireland | 899 | 0.8% |
| of | 774 | 0.7% |
| Other values (250) | 97814 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 112929 | |
| n | 63394 | 8.4% |
| i | 61229 | 8.1% |
| e | 52076 | 6.9% |
| r | 43279 | 5.7% |
| o | 40746 | 5.4% |
| t | 29627 | 3.9% |
| l | 28889 | 3.8% |
| u | 27920 | 3.7% |
| s | 27341 | 3.6% |
| Other values (46) | 267158 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 619785 | |
| Uppercase Letter | 107797 | 14.3% |
| Space Separator | 25649 | 3.4% |
| Other Punctuation | 392 | 0.1% |
| Open Punctuation | 323 | < 0.1% |
| Close Punctuation | 323 | < 0.1% |
| Dash Punctuation | 319 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 112929 | |
| n | 63394 | |
| i | 61229 | |
| e | 52076 | 8.4% |
| r | 43279 | 7.0% |
| o | 40746 | 6.6% |
| t | 29627 | 4.8% |
| l | 28889 | 4.7% |
| u | 27920 | 4.5% |
| s | 27341 | 4.4% |
| Other values (16) | 132355 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 12811 | |
| C | 9358 | 8.7% |
| M | 8659 | 8.0% |
| B | 8057 | 7.5% |
| I | 7123 | 6.6% |
| A | 6915 | 6.4% |
| G | 6678 | 6.2% |
| N | 6193 | 5.7% |
| T | 5251 | 4.9% |
| L | 4870 | 4.5% |
| Other values (15) | 31882 |
Space Separator
| Value | Count | Frequency (%) |
| 25649 |
Other Punctuation
| Value | Count | Frequency (%) |
| ' | 392 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 323 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 323 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 319 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 727582 | |
| Common | 27006 | 3.6% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 112929 | |
| n | 63394 | 8.7% |
| i | 61229 | 8.4% |
| e | 52076 | 7.2% |
| r | 43279 | 5.9% |
| o | 40746 | 5.6% |
| t | 29627 | 4.1% |
| l | 28889 | 4.0% |
| u | 27920 | 3.8% |
| s | 27341 | 3.8% |
| Other values (41) | 240152 |
Common
| Value | Count | Frequency (%) |
| 25649 | ||
| ' | 392 | 1.5% |
| ( | 323 | 1.2% |
| ) | 323 | 1.2% |
| - | 319 | 1.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 754588 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 112929 | |
| n | 63394 | 8.4% |
| i | 61229 | 8.1% |
| e | 52076 | 6.9% |
| r | 43279 | 5.7% |
| o | 40746 | 5.4% |
| t | 29627 | 3.9% |
| l | 28889 | 3.8% |
| u | 27920 | 3.7% |
| s | 27341 | 3.6% |
| Other values (46) | 267158 |
iso_code
Categorical
| Distinct | 223 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 676.0 KiB |
| NOR | 482 |
|---|---|
| LVA | 480 |
| DNK | 476 |
| USA | 471 |
| RUS | 470 |
| Other values (218) |
Length
| Max length | 8 |
|---|---|
| Median length | 3 |
| Mean length | 3.1419456 |
| Min length | 3 |
Characters and Unicode
| Total characters | 271816 |
|---|---|
| Distinct characters | 27 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | AFG |
|---|---|
| 2nd row | AFG |
| 3rd row | AFG |
| 4th row | AFG |
| 5th row | AFG |
Common Values
| Value | Count | Frequency (%) |
| NOR | 482 | 0.6% |
| LVA | 480 | 0.6% |
| DNK | 476 | 0.6% |
| USA | 471 | 0.5% |
| RUS | 470 | 0.5% |
| CAN | 470 | 0.5% |
| CHN | 470 | 0.5% |
| ISR | 466 | 0.5% |
| QAT | 463 | 0.5% |
| LIE | 463 | 0.5% |
| Other values (213) | 81801 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| nor | 482 | 0.6% |
| lva | 480 | 0.6% |
| dnk | 476 | 0.6% |
| usa | 471 | 0.5% |
| rus | 470 | 0.5% |
| can | 470 | 0.5% |
| chn | 470 | 0.5% |
| isr | 466 | 0.5% |
| qat | 463 | 0.5% |
| lie | 463 | 0.5% |
| Other values (213) | 81801 |
Most occurring characters
| Value | Count | Frequency (%) |
| R | 19400 | 7.1% |
| A | 19361 | 7.1% |
| N | 19297 | 7.1% |
| M | 16111 | 5.9% |
| S | 15934 | 5.9% |
| L | 14639 | 5.4% |
| G | 13811 | 5.1% |
| B | 13396 | 4.9% |
| I | 12982 | 4.8% |
| C | 12740 | 4.7% |
| Other values (17) | 114145 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 269360 | |
| Connector Punctuation | 2456 | 0.9% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| R | 19400 | 7.2% |
| A | 19361 | 7.2% |
| N | 19297 | 7.2% |
| M | 16111 | 6.0% |
| S | 15934 | 5.9% |
| L | 14639 | 5.4% |
| G | 13811 | 5.1% |
| B | 13396 | 5.0% |
| I | 12982 | 4.8% |
| C | 12740 | 4.7% |
| Other values (16) | 111689 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 2456 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 269360 | |
| Common | 2456 | 0.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| R | 19400 | 7.2% |
| A | 19361 | 7.2% |
| N | 19297 | 7.2% |
| M | 16111 | 6.0% |
| S | 15934 | 5.9% |
| L | 14639 | 5.4% |
| G | 13811 | 5.1% |
| B | 13396 | 5.0% |
| I | 12982 | 4.8% |
| C | 12740 | 4.7% |
| Other values (16) | 111689 |
Common
| Value | Count | Frequency (%) |
| _ | 2456 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 271816 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| R | 19400 | 7.1% |
| A | 19361 | 7.1% |
| N | 19297 | 7.1% |
| M | 16111 | 5.9% |
| S | 15934 | 5.9% |
| L | 14639 | 5.4% |
| G | 13811 | 5.1% |
| B | 13396 | 4.9% |
| I | 12982 | 4.8% |
| C | 12740 | 4.7% |
| Other values (17) | 114145 |
date
Categorical
| Distinct | 483 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 676.0 KiB |
| 2021-08-19 | 220 |
|---|---|
| 2021-08-17 | 220 |
| 2021-09-01 | 220 |
| 2021-08-31 | 220 |
| 2021-08-30 | 220 |
| Other values (478) |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 865120 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 2021-02-22 |
|---|---|
| 2nd row | 2021-02-23 |
| 3rd row | 2021-02-24 |
| 4th row | 2021-02-25 |
| 5th row | 2021-02-26 |
Common Values
| Value | Count | Frequency (%) |
| 2021-08-19 | 220 | 0.3% |
| 2021-08-17 | 220 | 0.3% |
| 2021-09-01 | 220 | 0.3% |
| 2021-08-31 | 220 | 0.3% |
| 2021-08-30 | 220 | 0.3% |
| 2021-08-29 | 220 | 0.3% |
| 2021-08-28 | 220 | 0.3% |
| 2021-08-27 | 220 | 0.3% |
| 2021-08-26 | 220 | 0.3% |
| 2021-08-25 | 220 | 0.3% |
| Other values (473) | 84312 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 2021-08-19 | 220 | 0.3% |
| 2021-08-21 | 220 | 0.3% |
| 2021-08-17 | 220 | 0.3% |
| 2021-08-15 | 220 | 0.3% |
| 2021-08-14 | 220 | 0.3% |
| 2021-08-13 | 220 | 0.3% |
| 2021-08-08 | 220 | 0.3% |
| 2021-08-11 | 220 | 0.3% |
| 2021-08-09 | 220 | 0.3% |
| 2021-08-12 | 220 | 0.3% |
| Other values (473) | 84312 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 243442 | |
| 0 | 193470 | |
| - | 173024 | |
| 1 | 142748 | |
| 3 | 22572 | 2.6% |
| 8 | 15399 | 1.8% |
| 7 | 15344 | 1.8% |
| 6 | 15021 | 1.7% |
| 5 | 14976 | 1.7% |
| 9 | 14751 | 1.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 692096 | |
| Dash Punctuation | 173024 | 20.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 243442 | |
| 0 | 193470 | |
| 1 | 142748 | |
| 3 | 22572 | 3.3% |
| 8 | 15399 | 2.2% |
| 7 | 15344 | 2.2% |
| 6 | 15021 | 2.2% |
| 5 | 14976 | 2.2% |
| 9 | 14751 | 2.1% |
| 4 | 14373 | 2.1% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 173024 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 865120 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 243442 | |
| 0 | 193470 | |
| - | 173024 | |
| 1 | 142748 | |
| 3 | 22572 | 2.6% |
| 8 | 15399 | 1.8% |
| 7 | 15344 | 1.8% |
| 6 | 15021 | 1.7% |
| 5 | 14976 | 1.7% |
| 9 | 14751 | 1.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 865120 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 243442 | |
| 0 | 193470 | |
| - | 173024 | |
| 1 | 142748 | |
| 3 | 22572 | 2.6% |
| 8 | 15399 | 1.8% |
| 7 | 15344 | 1.8% |
| 6 | 15021 | 1.7% |
| 5 | 14976 | 1.7% |
| 9 | 14751 | 1.7% |
total_vaccinations
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 42828 |
|---|---|
| Distinct (%) | 49.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23151170 |
| Minimum | 0 |
|---|---|
| Maximum | 3.263129 × 109 |
| Zeros | 43026 |
| Zeros (%) | 49.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 676.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1008 |
| Q3 | 3697554 |
| 95-th percentile | 78896068 |
| Maximum | 3.263129 × 109 |
| Range | 3.263129 × 109 |
| Interquartile range (IQR) | 3697554 |
Descriptive statistics
| Standard deviation | 1.6110368 × 108 |
|---|---|
| Coefficient of variation (CV) | 6.9587705 |
| Kurtosis | 217.28986 |
| Mean | 23151170 |
| Median Absolute Deviation (MAD) | 1008 |
| Skewness | 13.861787 |
| Sum | 2.002854 × 1012 |
| Variance | 2.5954395 × 1016 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 43026 | |
| 39224 | 17 | < 0.1% |
| 70229 | 13 | < 0.1% |
| 70336 | 13 | < 0.1% |
| 43159 | 11 | < 0.1% |
| 10167 | 10 | < 0.1% |
| 8649 | 8 | < 0.1% |
| 6 | 7 | < 0.1% |
| 38589 | 6 | < 0.1% |
| 63011 | 6 | < 0.1% |
| Other values (42818) | 43395 |
| Value | Count | Frequency (%) |
| 0 | 43026 | |
| 1 | 4 | < 0.1% |
| 2 | 5 | < 0.1% |
| 3 | 4 | < 0.1% |
| 4 | 3 | < 0.1% |
| 5 | 4 | < 0.1% |
| 6 | 7 | < 0.1% |
| 7 | 3 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 3263129000 | 1 | |
| 3259042000 | 1 | |
| 3254984000 | 1 | |
| 3251412000 | 1 | |
| 3247624000 | 1 | |
| 3243599000 | 1 | |
| 3239170000 | 1 | |
| 3234601000 | 1 | |
| 3230367000 | 1 | |
| 3226334000 | 1 |
people_vaccinated
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 40194 |
|---|---|
| Distinct (%) | 46.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8451006.6 |
| Minimum | 0 |
|---|---|
| Maximum | 1.275541 × 109 |
| Zeros | 45330 |
| Zeros (%) | 52.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 676.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1843103 |
| 95-th percentile | 39621811 |
| Maximum | 1.275541 × 109 |
| Range | 1.275541 × 109 |
| Interquartile range (IQR) | 1843103 |
Descriptive statistics
| Standard deviation | 49698672 |
|---|---|
| Coefficient of variation (CV) | 5.8807991 |
| Kurtosis | 267.33259 |
| Mean | 8451006.6 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 14.863179 |
| Sum | 7.3111348 × 1011 |
| Variance | 2.469958 × 1015 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 45330 | |
| 5823245 | 28 | < 0.1% |
| 2113080 | 13 | < 0.1% |
| 26716 | 11 | < 0.1% |
| 26708 | 11 | < 0.1% |
| 10167 | 10 | < 0.1% |
| 486242 | 10 | < 0.1% |
| 24773 | 10 | < 0.1% |
| 928107 | 8 | < 0.1% |
| 8649 | 8 | < 0.1% |
| Other values (40184) | 41073 |
| Value | Count | Frequency (%) |
| 0 | 45330 | |
| 1 | 4 | < 0.1% |
| 2 | 5 | < 0.1% |
| 3 | 4 | < 0.1% |
| 4 | 3 | < 0.1% |
| 5 | 4 | < 0.1% |
| 6 | 7 | < 0.1% |
| 7 | 4 | < 0.1% |
| 8 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1275541000 | 1 | |
| 1274734000 | 1 | |
| 1273811000 | 1 | |
| 1273470000 | 1 | |
| 1272537000 | 1 | |
| 1269302000 | 1 | |
| 1268180000 | 1 | |
| 1266426000 | 1 | |
| 1266070000 | 1 | |
| 1265034000 | 1 |
people_fully_vaccinated
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 37426 |
|---|---|
| Distinct (%) | 43.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6341251 |
| Minimum | 0 |
|---|---|
| Maximum | 1.240777 × 109 |
| Zeros | 47710 |
| Zeros (%) | 55.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 676.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1137869 |
| 95-th percentile | 29419590 |
| Maximum | 1.240777 × 109 |
| Range | 1.240777 × 109 |
| Interquartile range (IQR) | 1137869 |
Descriptive statistics
| Standard deviation | 38907286 |
|---|---|
| Coefficient of variation (CV) | 6.1355851 |
| Kurtosis | 422.00178 |
| Mean | 6341251 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 18.065248 |
| Sum | 5.4859431 × 1011 |
| Variance | 1.5137769 × 1015 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 47710 | |
| 1 | 72 | 0.1% |
| 3 | 37 | < 0.1% |
| 5 | 30 | < 0.1% |
| 2 | 27 | < 0.1% |
| 1179 | 27 | < 0.1% |
| 19019 | 20 | < 0.1% |
| 4 | 17 | < 0.1% |
| 6 | 14 | < 0.1% |
| 341 | 14 | < 0.1% |
| Other values (37416) | 38544 |
| Value | Count | Frequency (%) |
| 0 | 47710 | |
| 1 | 72 | 0.1% |
| 2 | 27 | < 0.1% |
| 3 | 37 | < 0.1% |
| 4 | 17 | < 0.1% |
| 5 | 30 | < 0.1% |
| 6 | 14 | < 0.1% |
| 7 | 6 | < 0.1% |
| 8 | 5 | < 0.1% |
| 9 | 12 | < 0.1% |
| Value | Count | Frequency (%) |
| 1240777000 | 1 | |
| 1240413000 | 1 | |
| 1239706000 | 1 | |
| 1239570000 | 1 | |
| 1239171000 | 1 | |
| 1234540000 | 1 | |
| 1232543000 | 1 | |
| 1228340000 | 1 | |
| 1227387000 | 1 | |
| 1224450000 | 1 |
daily_vaccinations_raw
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 27692 |
|---|---|
| Distinct (%) | 32.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 110608.27 |
| Minimum | 0 |
|---|---|
| Maximum | 24741000 |
| Zeros | 51531 |
| Zeros (%) | 59.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 676.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 12806.25 |
| 95-th percentile | 351191.35 |
| Maximum | 24741000 |
| Range | 24741000 |
| Interquartile range (IQR) | 12806.25 |
Descriptive statistics
| Standard deviation | 786475.6 |
|---|---|
| Coefficient of variation (CV) | 7.1104596 |
| Kurtosis | 317.94867 |
| Mean | 110608.27 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 15.962411 |
| Sum | 9.5689423 × 109 |
| Variance | 6.1854387 × 1011 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 51531 | |
| 1 | 67 | 0.1% |
| 4 | 26 | < 0.1% |
| 5 | 22 | < 0.1% |
| 2 | 22 | < 0.1% |
| 3 | 20 | < 0.1% |
| 1208 | 18 | < 0.1% |
| 17 | 18 | < 0.1% |
| 19 | 17 | < 0.1% |
| 7 | 17 | < 0.1% |
| Other values (27682) | 34754 |
| Value | Count | Frequency (%) |
| 0 | 51531 | |
| 1 | 67 | 0.1% |
| 2 | 22 | < 0.1% |
| 3 | 20 | < 0.1% |
| 4 | 26 | < 0.1% |
| 5 | 22 | < 0.1% |
| 6 | 10 | < 0.1% |
| 7 | 17 | < 0.1% |
| 8 | 12 | < 0.1% |
| 9 | 14 | < 0.1% |
| Value | Count | Frequency (%) |
| 24741000 | 1 | |
| 24119000 | 1 | |
| 23605000 | 1 | |
| 23162000 | 1 | |
| 22918000 | 1 | |
| 22296000 | 1 | |
| 22039000 | 1 | |
| 21502000 | 1 | |
| 21425000 | 1 | |
| 21240000 | 1 |
daily_vaccinations
Real number (ℝ)
| Distinct | 40516 |
|---|---|
| Distinct (%) | 46.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 130851.67 |
| Minimum | 0 |
|---|---|
| Maximum | 22424286 |
| Zeros | 731 |
| Zeros (%) | 0.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 676.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 46 |
| Q1 | 877 |
| median | 7245 |
| Q3 | 43704.5 |
| 95-th percentile | 457191.85 |
| Maximum | 22424286 |
| Range | 22424286 |
| Interquartile range (IQR) | 42827.5 |
Descriptive statistics
| Standard deviation | 766948.74 |
|---|---|
| Coefficient of variation (CV) | 5.861207 |
| Kurtosis | 302.48418 |
| Mean | 130851.67 |
| Median Absolute Deviation (MAD) | 7131 |
| Skewness | 15.426956 |
| Sum | 1.132024 × 1010 |
| Variance | 5.8821037 × 1011 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 731 | 0.8% |
| 2 | 395 | 0.5% |
| 14 | 238 | 0.3% |
| 196 | 187 | 0.2% |
| 41369 | 182 | 0.2% |
| 22369 | 177 | 0.2% |
| 17 | 162 | 0.2% |
| 1 | 157 | 0.2% |
| 114 | 136 | 0.2% |
| 608 | 130 | 0.2% |
| Other values (40506) | 84017 |
| Value | Count | Frequency (%) |
| 0 | 731 | |
| 1 | 157 | 0.2% |
| 2 | 395 | |
| 3 | 89 | 0.1% |
| 4 | 129 | 0.1% |
| 5 | 69 | 0.1% |
| 6 | 91 | 0.1% |
| 7 | 97 | 0.1% |
| 8 | 57 | 0.1% |
| 9 | 40 | < 0.1% |
| Value | Count | Frequency (%) |
| 22424286 | 1 | |
| 22366286 | 1 | |
| 22105857 | 1 | |
| 21998714 | 1 | |
| 21993000 | 1 | |
| 21935429 | 1 | |
| 21536000 | 1 | |
| 21253286 | 1 | |
| 21124714 | 1 | |
| 20801429 | 1 |
total_vaccinations_per_hundred
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 17881 |
|---|---|
| Distinct (%) | 20.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.419616 |
| Minimum | 0 |
|---|---|
| Maximum | 345.37 |
| Zeros | 43159 |
| Zeros (%) | 49.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 676.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.01 |
| Q3 | 68.75 |
| 95-th percentile | 177.9945 |
| Maximum | 345.37 |
| Range | 345.37 |
| Interquartile range (IQR) | 68.75 |
Descriptive statistics
| Standard deviation | 62.707869 |
|---|---|
| Coefficient of variation (CV) | 1.5514217 |
| Kurtosis | 1.2139945 |
| Mean | 40.419616 |
| Median Absolute Deviation (MAD) | 0.01 |
| Skewness | 1.494068 |
| Sum | 3496781.8 |
| Variance | 3932.2769 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 43159 | |
| 0.01 | 102 | 0.1% |
| 0.02 | 77 | 0.1% |
| 0.07 | 55 | 0.1% |
| 0.05 | 54 | 0.1% |
| 0.03 | 53 | 0.1% |
| 0.06 | 53 | 0.1% |
| 0.09 | 50 | 0.1% |
| 0.04 | 50 | 0.1% |
| 0.1 | 45 | 0.1% |
| Other values (17871) | 42814 |
| Value | Count | Frequency (%) |
| 0 | 43159 | |
| 0.01 | 102 | 0.1% |
| 0.02 | 77 | 0.1% |
| 0.03 | 53 | 0.1% |
| 0.04 | 50 | 0.1% |
| 0.05 | 54 | 0.1% |
| 0.06 | 53 | 0.1% |
| 0.07 | 55 | 0.1% |
| 0.08 | 35 | < 0.1% |
| 0.09 | 50 | 0.1% |
| Value | Count | Frequency (%) |
| 345.37 | 1 | |
| 343.85 | 1 | |
| 343.06 | 1 | |
| 342.15 | 1 | |
| 341.34 | 1 | |
| 340.67 | 1 | |
| 340.09 | 1 | |
| 339.62 | 1 | |
| 338.97 | 1 | |
| 337.54 | 1 |
people_vaccinated_per_hundred
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 9078 |
|---|---|
| Distinct (%) | 10.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.535471 |
| Minimum | 0 |
|---|---|
| Maximum | 124.76 |
| Zeros | 45461 |
| Zeros (%) | 52.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 676.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 38.27 |
| 95-th percentile | 78.27 |
| Maximum | 124.76 |
| Range | 124.76 |
| Interquartile range (IQR) | 38.27 |
Descriptive statistics
| Standard deviation | 28.764846 |
|---|---|
| Coefficient of variation (CV) | 1.4724419 |
| Kurtosis | -0.13331469 |
| Mean | 19.535471 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.1706587 |
| Sum | 1690052.6 |
| Variance | 827.41635 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 45461 | |
| 0.01 | 106 | 0.1% |
| 0.02 | 74 | 0.1% |
| 0.07 | 67 | 0.1% |
| 3.5 | 62 | 0.1% |
| 0.05 | 53 | 0.1% |
| 0.03 | 52 | 0.1% |
| 0.04 | 49 | 0.1% |
| 0.06 | 49 | 0.1% |
| 0.09 | 48 | 0.1% |
| Other values (9068) | 40491 |
| Value | Count | Frequency (%) |
| 0 | 45461 | |
| 0.01 | 106 | 0.1% |
| 0.02 | 74 | 0.1% |
| 0.03 | 52 | 0.1% |
| 0.04 | 49 | 0.1% |
| 0.05 | 53 | 0.1% |
| 0.06 | 49 | 0.1% |
| 0.07 | 67 | 0.1% |
| 0.08 | 33 | < 0.1% |
| 0.09 | 48 | 0.1% |
| Value | Count | Frequency (%) |
| 124.76 | 1 | |
| 124.75 | 1 | |
| 124.74 | 2 | |
| 124.7 | 1 | |
| 124.69 | 1 | |
| 124.66 | 2 | |
| 124.65 | 1 | |
| 124.6 | 1 | |
| 124.57 | 1 | |
| 124.37 | 1 |
people_fully_vaccinated_per_hundred
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 8772 |
|---|---|
| Distinct (%) | 10.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.932736 |
| Minimum | 0 |
|---|---|
| Maximum | 122.37 |
| Zeros | 48308 |
| Zeros (%) | 55.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 676.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 25.22 |
| 95-th percentile | 73.41 |
| Maximum | 122.37 |
| Range | 122.37 |
| Interquartile range (IQR) | 25.22 |
Descriptive statistics
| Standard deviation | 25.947621 |
|---|---|
| Coefficient of variation (CV) | 1.6285728 |
| Kurtosis | 0.69915296 |
| Mean | 15.932736 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.4433099 |
| Sum | 1378372.9 |
| Variance | 673.27901 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 48308 | |
| 0.01 | 186 | 0.2% |
| 0.02 | 115 | 0.1% |
| 0.04 | 97 | 0.1% |
| 0.08 | 92 | 0.1% |
| 0.03 | 89 | 0.1% |
| 0.06 | 68 | 0.1% |
| 0.07 | 68 | 0.1% |
| 0.05 | 62 | 0.1% |
| 0.29 | 53 | 0.1% |
| Other values (8762) | 37374 |
| Value | Count | Frequency (%) |
| 0 | 48308 | |
| 0.01 | 186 | 0.2% |
| 0.02 | 115 | 0.1% |
| 0.03 | 89 | 0.1% |
| 0.04 | 97 | 0.1% |
| 0.05 | 62 | 0.1% |
| 0.06 | 68 | 0.1% |
| 0.07 | 68 | 0.1% |
| 0.08 | 92 | 0.1% |
| 0.09 | 49 | 0.1% |
| Value | Count | Frequency (%) |
| 122.37 | 1 | |
| 122.3 | 1 | |
| 122.06 | 1 | |
| 122.05 | 1 | |
| 122.01 | 1 | |
| 121.99 | 1 | |
| 121.67 | 1 | |
| 121.6 | 1 | |
| 121.59 | 1 | |
| 121.57 | 1 |
daily_vaccinations_per_million
Real number (ℝ)
| Distinct | 12405 |
|---|---|
| Distinct (%) | 14.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3245.7922 |
| Minimum | 0 |
|---|---|
| Maximum | 117497 |
| Zeros | 794 |
| Zeros (%) | 0.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 676.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 54 |
| Q1 | 629 |
| median | 2036 |
| Q3 | 4667 |
| 95-th percentile | 9932.45 |
| Maximum | 117497 |
| Range | 117497 |
| Interquartile range (IQR) | 4038 |
Descriptive statistics
| Standard deviation | 3932.1565 |
|---|---|
| Coefficient of variation (CV) | 1.2114628 |
| Kurtosis | 68.103485 |
| Mean | 3245.7922 |
| Median Absolute Deviation (MAD) | 1671 |
| Skewness | 4.8366623 |
| Sum | 2.8079998 × 108 |
| Variance | 15461854 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 794 | 0.9% |
| 184 | 225 | 0.3% |
| 501 | 192 | 0.2% |
| 607 | 188 | 0.2% |
| 6762 | 186 | 0.2% |
| 22 | 165 | 0.2% |
| 176 | 163 | 0.2% |
| 4 | 158 | 0.2% |
| 7412 | 148 | 0.2% |
| 43 | 146 | 0.2% |
| Other values (12395) | 84147 |
| Value | Count | Frequency (%) |
| 0 | 794 | |
| 1 | 71 | 0.1% |
| 2 | 92 | 0.1% |
| 3 | 112 | 0.1% |
| 4 | 158 | 0.2% |
| 5 | 144 | 0.2% |
| 6 | 58 | 0.1% |
| 7 | 72 | 0.1% |
| 8 | 79 | 0.1% |
| 9 | 77 | 0.1% |
| Value | Count | Frequency (%) |
| 117497 | 1 | |
| 117410 | 1 | |
| 110205 | 1 | |
| 109282 | 1 | |
| 101235 | 1 | |
| 92926 | 1 | |
| 83086 | 1 | |
| 78604 | 1 | |
| 73854 | 1 | |
| 72868 | 1 |
vaccines
Categorical
HIGH CARDINALITY HIGH CORRELATION
| Distinct | 84 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 676.0 KiB |
| Johnson&Johnson, Moderna, Oxford/AstraZeneca, Pfizer/BioNTech | |
|---|---|
| Moderna, Oxford/AstraZeneca, Pfizer/BioNTech | |
| Oxford/AstraZeneca | |
| Oxford/AstraZeneca, Pfizer/BioNTech | 4629 |
| Johnson&Johnson, Moderna, Novavax, Oxford/AstraZeneca, Pfizer/BioNTech | 3564 |
| Other values (79) |
Length
| Max length | 122 |
|---|---|
| Median length | 90 |
| Mean length | 53.587595 |
| Min length | 7 |
Characters and Unicode
| Total characters | 4635970 |
|---|---|
| Distinct characters | 52 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing |
|---|---|
| 2nd row | Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing |
| 3rd row | Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing |
| 4th row | Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing |
| 5th row | Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing |
Common Values
| Value | Count | Frequency (%) |
| Johnson&Johnson, Moderna, Oxford/AstraZeneca, Pfizer/BioNTech | 7608 | 8.8% |
| Moderna, Oxford/AstraZeneca, Pfizer/BioNTech | 6263 | 7.2% |
| Oxford/AstraZeneca | 6022 | 7.0% |
| Oxford/AstraZeneca, Pfizer/BioNTech | 4629 | 5.4% |
| Johnson&Johnson, Moderna, Novavax, Oxford/AstraZeneca, Pfizer/BioNTech | 3564 | 4.1% |
| Johnson&Johnson, Oxford/AstraZeneca, Sinopharm/Beijing | 2484 | 2.9% |
| Moderna, Pfizer/BioNTech | 2309 | 2.7% |
| Pfizer/BioNTech | 2271 | 2.6% |
| Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing, Sputnik V | 2041 | 2.4% |
| Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing | 2030 | 2.3% |
| Other values (74) | 47291 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| oxford/astrazeneca | 71331 | |
| pfizer/biontech | 64193 | |
| moderna | 37417 | |
| johnson&johnson | 35949 | |
| sinopharm/beijing | 34638 | |
| sputnik | 26176 | 7.7% |
| v | 23060 | 6.8% |
| sinovac | 19892 | 5.9% |
| novavax | 4935 | 1.5% |
| covaxin | 3435 | 1.0% |
| Other values (19) | 16769 | 5.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 388067 | 8.4% |
| n | 383018 | 8.3% |
| e | 346528 | 7.5% |
| i | 290775 | 6.3% |
| r | 284022 | 6.1% |
| a | 264567 | 5.7% |
| 251283 | 5.4% | |
| , | 223542 | 4.8% |
| h | 175683 | 3.8% |
| / | 171081 | 3.7% |
| Other values (42) | 1857404 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 3191493 | |
| Uppercase Letter | 755536 | 16.3% |
| Other Punctuation | 430572 | 9.3% |
| Space Separator | 251283 | 5.4% |
| Decimal Number | 7086 | 0.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 388067 | |
| n | 383018 | |
| e | 346528 | |
| i | 290775 | |
| r | 284022 | |
| a | 264567 | |
| h | 175683 | 5.5% |
| c | 157130 | 4.9% |
| s | 143964 | 4.5% |
| f | 135524 | 4.2% |
| Other values (13) | 622215 |
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 99246 | |
| S | 86960 | |
| A | 74069 | |
| Z | 72339 | |
| J | 71898 | |
| O | 71746 | |
| N | 69128 | |
| P | 64928 | |
| T | 64634 | |
| M | 37791 | 5.0% |
| Other values (12) | 42797 |
Other Punctuation
| Value | Count | Frequency (%) |
| , | 223542 | |
| / | 171081 | |
| & | 35949 | 8.3% |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 3543 | |
| 2 | 2535 | |
| 1 | 1008 | 14.2% |
Space Separator
| Value | Count | Frequency (%) |
| 251283 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3947029 | |
| Common | 688941 | 14.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 388067 | 9.8% |
| n | 383018 | 9.7% |
| e | 346528 | 8.8% |
| i | 290775 | 7.4% |
| r | 284022 | 7.2% |
| a | 264567 | 6.7% |
| h | 175683 | 4.5% |
| c | 157130 | 4.0% |
| s | 143964 | 3.6% |
| f | 135524 | 3.4% |
| Other values (35) | 1377751 |
Common
| Value | Count | Frequency (%) |
| 251283 | ||
| , | 223542 | |
| / | 171081 | |
| & | 35949 | 5.2% |
| 0 | 3543 | 0.5% |
| 2 | 2535 | 0.4% |
| 1 | 1008 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4635970 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 388067 | 8.4% |
| n | 383018 | 8.3% |
| e | 346528 | 7.5% |
| i | 290775 | 6.3% |
| r | 284022 | 6.1% |
| a | 264567 | 5.7% |
| 251283 | 5.4% | |
| , | 223542 | 4.8% |
| h | 175683 | 3.8% |
| / | 171081 | 3.7% |
| Other values (42) | 1857404 |
source_name
Categorical
HIGH CARDINALITY HIGH CORRELATION
| Distinct | 81 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 676.0 KiB |
| World Health Organization | |
|---|---|
| Ministry of Health | |
| SPC Public Health Division | |
| Pan American Health Organization | 3075 |
| Africa Centres for Disease Control and Prevention | 2780 |
| Other values (76) |
Length
| Max length | 70 |
|---|---|
| Median length | 63 |
| Mean length | 27.46612 |
| Min length | 9 |
Characters and Unicode
| Total characters | 2376149 |
|---|---|
| Distinct characters | 57 |
| Distinct categories | 6 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | World Health Organization |
|---|---|
| 2nd row | World Health Organization |
| 3rd row | World Health Organization |
| 4th row | World Health Organization |
| 5th row | World Health Organization |
Common Values
| Value | Count | Frequency (%) |
| World Health Organization | 26822 | |
| Ministry of Health | 15027 | |
| SPC Public Health Division | 4300 | 5.0% |
| Pan American Health Organization | 3075 | 3.6% |
| Africa Centres for Disease Control and Prevention | 2780 | 3.2% |
| Government of the United Kingdom | 2215 | 2.6% |
| Federal Office of Public Health | 926 | 1.1% |
| Ministry of Public Health | 871 | 1.0% |
| Norwegian Institute of Public Health | 482 | 0.6% |
| National Health Service | 480 | 0.6% |
| Other values (71) | 29534 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| health | 60591 | |
| of | 36925 | 11.4% |
| organization | 29897 | 9.2% |
| world | 26822 | 8.3% |
| ministry | 18434 | 5.7% |
| government | 14035 | 4.3% |
| public | 8758 | 2.7% |
| via | 6469 | 2.0% |
| for | 6190 | 1.9% |
| and | 6125 | 1.9% |
| Other values (143) | 110728 |
Most occurring characters
| Value | Count | Frequency (%) |
| 238462 | 10.0% | |
| a | 201508 | 8.5% |
| i | 187171 | 7.9% |
| n | 181727 | 7.6% |
| t | 176777 | 7.4% |
| e | 173900 | 7.3% |
| o | 169322 | 7.1% |
| r | 149893 | 6.3% |
| l | 118589 | 5.0% |
| h | 69227 | 2.9% |
| Other values (47) | 709573 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1846579 | |
| Uppercase Letter | 272491 | 11.5% |
| Space Separator | 238462 | 10.0% |
| Other Punctuation | 9406 | 0.4% |
| Decimal Number | 5787 | 0.2% |
| Dash Punctuation | 3424 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 201508 | |
| i | 187171 | |
| n | 181727 | |
| t | 176777 | |
| e | 173900 | |
| o | 169322 | |
| r | 149893 | |
| l | 118589 | 6.4% |
| h | 69227 | 3.7% |
| s | 56987 | 3.1% |
| Other values (15) | 361478 |
Uppercase Letter
| Value | Count | Frequency (%) |
| H | 62469 | |
| O | 33448 | |
| W | 27273 | |
| M | 23023 | 8.4% |
| P | 21032 | 7.7% |
| C | 19456 | 7.1% |
| G | 17458 | 6.4% |
| S | 13668 | 5.0% |
| D | 12620 | 4.6% |
| A | 9121 | 3.3% |
| Other values (13) | 32923 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 5220 | |
| / | 2060 | 21.9% |
| , | 889 | 9.5% |
| ' | 825 | 8.8% |
| : | 412 | 4.4% |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 3112 | |
| 9 | 2675 |
Space Separator
| Value | Count | Frequency (%) |
| 238462 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 3424 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2119070 | |
| Common | 257079 | 10.8% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 201508 | 9.5% |
| i | 187171 | 8.8% |
| n | 181727 | 8.6% |
| t | 176777 | 8.3% |
| e | 173900 | 8.2% |
| o | 169322 | 8.0% |
| r | 149893 | 7.1% |
| l | 118589 | 5.6% |
| h | 69227 | 3.3% |
| H | 62469 | 2.9% |
| Other values (38) | 628487 |
Common
| Value | Count | Frequency (%) |
| 238462 | ||
| . | 5220 | 2.0% |
| - | 3424 | 1.3% |
| 1 | 3112 | 1.2% |
| 9 | 2675 | 1.0% |
| / | 2060 | 0.8% |
| , | 889 | 0.3% |
| ' | 825 | 0.3% |
| : | 412 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2376149 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 238462 | 10.0% | |
| a | 201508 | 8.5% |
| i | 187171 | 7.9% |
| n | 181727 | 7.6% |
| t | 176777 | 7.4% |
| e | 173900 | 7.3% |
| o | 169322 | 7.1% |
| r | 149893 | 6.3% |
| l | 118589 | 5.0% |
| h | 69227 | 2.9% |
| Other values (47) | 709573 |
source_website
Categorical
| Distinct | 119 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 676.0 KiB |
| https://covid19.who.int/ | |
|---|---|
| https://ais.paho.org/imm/IM_DosisAdmin-Vacunacion.asp | 4677 |
| https://stats.pacificdata.org/vis?tm=covid&pg=0&df[ds]=SPC2&df[id]=DF_COVID_VACCINATION&df[ag]=SPC&df[vs]=1.0 | 4382 |
| https://africacdc.org/covid-19-vaccination/ | 2239 |
| https://coronavirus.data.gov.uk/details/vaccinations | 2215 |
| Other values (114) |
Length
| Max length | 248 |
|---|---|
| Median length | 132 |
| Mean length | 50.277071 |
| Min length | 16 |
Characters and Unicode
| Total characters | 4349570 |
|---|---|
| Distinct characters | 74 |
| Distinct categories | 9 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | https://covid19.who.int/ |
|---|---|
| 2nd row | https://covid19.who.int/ |
| 3rd row | https://covid19.who.int/ |
| 4th row | https://covid19.who.int/ |
| 5th row | https://covid19.who.int/ |
Common Values
| Value | Count | Frequency (%) |
| https://covid19.who.int/ | 25951 | |
| https://ais.paho.org/imm/IM_DosisAdmin-Vacunacion.asp | 4677 | 5.4% |
| https://stats.pacificdata.org/vis?tm=covid&pg=0&df[ds]=SPC2&df[id]=DF_COVID_VACCINATION&df[ag]=SPC&df[vs]=1.0 | 4382 | 5.1% |
| https://africacdc.org/covid-19-vaccination/ | 2239 | 2.6% |
| https://coronavirus.data.gov.uk/details/vaccinations | 2215 | 2.6% |
| https://github.com/folkehelseinstituttet/surveillance_data | 482 | 0.6% |
| https://data.gov.lv/dati/eng/dataset/covid19-vakcinacijas | 480 | 0.6% |
| https://covid19.ssi.dk/overvagningsdata/download-fil-med-vaccinationsdata | 476 | 0.6% |
| https://data.cdc.gov/Vaccinations/COVID-19-Vaccination-Trends-in-the-United-States-N/rh2h-3yt2 | 471 | 0.5% |
| https://covid19tracker.ca/vaccinationtracker.html | 470 | 0.5% |
| Other values (109) | 44669 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| https://covid19.who.int | 25951 | |
| https://ais.paho.org/imm/im_dosisadmin-vacunacion.asp | 4677 | 5.4% |
| https://stats.pacificdata.org/vis?tm=covid&pg=0&df[ds]=spc2&df[id]=df_covid_vaccination&df[ag]=spc&df[vs]=1.0 | 4382 | 5.1% |
| https://africacdc.org/covid-19-vaccination | 2239 | 2.6% |
| https://coronavirus.data.gov.uk/details/vaccinations | 2215 | 2.6% |
| https://github.com/folkehelseinstituttet/surveillance_data | 482 | 0.6% |
| https://data.gov.lv/dati/eng/dataset/covid19-vakcinacijas | 480 | 0.6% |
| https://covid19.ssi.dk/overvagningsdata/download-fil-med-vaccinationsdata | 476 | 0.6% |
| https://data.cdc.gov/vaccinations/covid-19-vaccination-trends-in-the-united-states-n/rh2h-3yt2 | 471 | 0.5% |
| https://covid19tracker.ca/vaccinationtracker.html | 470 | 0.5% |
| Other values (109) | 44669 |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 346616 | 8.0% |
| / | 339364 | 7.8% |
| i | 257257 | 5.9% |
| o | 245368 | 5.6% |
| s | 241797 | 5.6% |
| a | 239086 | 5.5% |
| c | 197005 | 4.5% |
| . | 195192 | 4.5% |
| d | 160752 | 3.7% |
| h | 154074 | 3.5% |
| Other values (64) | 1973059 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 2943428 | |
| Other Punctuation | 652199 | 15.0% |
| Decimal Number | 297345 | 6.8% |
| Uppercase Letter | 262350 | 6.0% |
| Dash Punctuation | 97596 | 2.2% |
| Connector Punctuation | 31324 | 0.7% |
| Math Symbol | 29522 | 0.7% |
| Close Punctuation | 17903 | 0.4% |
| Open Punctuation | 17903 | 0.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 346616 | |
| i | 257257 | 8.7% |
| o | 245368 | 8.3% |
| s | 241797 | 8.2% |
| a | 239086 | 8.1% |
| c | 197005 | 6.7% |
| d | 160752 | 5.5% |
| h | 154074 | 5.2% |
| n | 148896 | 5.1% |
| p | 143175 | 4.9% |
| Other values (16) | 809402 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 34889 | |
| I | 26946 | |
| D | 23154 | 8.8% |
| A | 22952 | 8.7% |
| V | 21968 | 8.4% |
| O | 16571 | 6.3% |
| P | 14361 | 5.5% |
| N | 14259 | 5.4% |
| S | 13882 | 5.3% |
| T | 11445 | 4.4% |
| Other values (16) | 61923 |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 75649 | |
| 9 | 67253 | |
| 0 | 37079 | |
| 2 | 32343 | |
| 3 | 22466 | 7.6% |
| 4 | 18917 | 6.4% |
| 8 | 11904 | 4.0% |
| 7 | 11547 | 3.9% |
| 5 | 11409 | 3.8% |
| 6 | 8778 | 3.0% |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 339364 | |
| . | 195192 | |
| : | 86917 | 13.3% |
| & | 23062 | 3.5% |
| ? | 6460 | 1.0% |
| % | 750 | 0.1% |
| # | 454 | 0.1% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 97596 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 31324 |
Math Symbol
| Value | Count | Frequency (%) |
| = | 29522 |
Close Punctuation
| Value | Count | Frequency (%) |
| ] | 17903 |
Open Punctuation
| Value | Count | Frequency (%) |
| [ | 17903 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3205778 | |
| Common | 1143792 | 26.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 346616 | 10.8% |
| i | 257257 | 8.0% |
| o | 245368 | 7.7% |
| s | 241797 | 7.5% |
| a | 239086 | 7.5% |
| c | 197005 | 6.1% |
| d | 160752 | 5.0% |
| h | 154074 | 4.8% |
| n | 148896 | 4.6% |
| p | 143175 | 4.5% |
| Other values (42) | 1071752 |
Common
| Value | Count | Frequency (%) |
| / | 339364 | |
| . | 195192 | |
| - | 97596 | 8.5% |
| : | 86917 | 7.6% |
| 1 | 75649 | 6.6% |
| 9 | 67253 | 5.9% |
| 0 | 37079 | 3.2% |
| 2 | 32343 | 2.8% |
| _ | 31324 | 2.7% |
| = | 29522 | 2.6% |
| Other values (12) | 151553 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4349570 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 346616 | 8.0% |
| / | 339364 | 7.8% |
| i | 257257 | 5.9% |
| o | 245368 | 5.6% |
| s | 241797 | 5.6% |
| a | 239086 | 5.5% |
| c | 197005 | 4.5% |
| . | 195192 | 4.5% |
| d | 160752 | 3.7% |
| h | 154074 | 3.5% |
| Other values (64) | 1973059 |
| total_vaccinations | people_vaccinated | people_fully_vaccinated | daily_vaccinations_raw | daily_vaccinations | total_vaccinations_per_hundred | people_vaccinated_per_hundred | people_fully_vaccinated_per_hundred | daily_vaccinations_per_million | vaccines | source_name | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| total_vaccinations | 1.000 | 0.926 | 0.917 | 0.858 | 0.564 | 0.929 | 0.864 | 0.853 | 0.323 | 0.330 | 0.375 |
| people_vaccinated | 0.926 | 1.000 | 0.925 | 0.802 | 0.529 | 0.858 | 0.931 | 0.858 | 0.306 | 0.307 | 0.360 |
| people_fully_vaccinated | 0.917 | 0.925 | 1.000 | 0.779 | 0.521 | 0.870 | 0.881 | 0.944 | 0.327 | 0.261 | 0.324 |
| daily_vaccinations_raw | 0.858 | 0.802 | 0.779 | 1.000 | 0.567 | 0.761 | 0.716 | 0.692 | 0.349 | 0.276 | 0.278 |
| daily_vaccinations | 0.564 | 0.529 | 0.521 | 0.567 | 1.000 | 0.388 | 0.369 | 0.374 | 0.458 | 0.301 | 0.306 |
| total_vaccinations_per_hundred | 0.929 | 0.858 | 0.870 | 0.761 | 0.388 | 1.000 | 0.931 | 0.919 | 0.330 | 0.263 | 0.289 |
| people_vaccinated_per_hundred | 0.864 | 0.931 | 0.881 | 0.716 | 0.369 | 0.931 | 1.000 | 0.928 | 0.324 | 0.263 | 0.364 |
| people_fully_vaccinated_per_hundred | 0.853 | 0.858 | 0.944 | 0.692 | 0.374 | 0.919 | 0.928 | 1.000 | 0.322 | 0.245 | 0.369 |
| daily_vaccinations_per_million | 0.323 | 0.306 | 0.327 | 0.349 | 0.458 | 0.330 | 0.324 | 0.322 | 1.000 | 0.088 | 0.150 |
| vaccines | 0.330 | 0.307 | 0.261 | 0.276 | 0.301 | 0.263 | 0.263 | 0.245 | 0.088 | 1.000 | 0.618 |
| source_name | 0.375 | 0.360 | 0.324 | 0.278 | 0.306 | 0.289 | 0.364 | 0.369 | 0.150 | 0.618 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| country | iso_code | date | total_vaccinations | people_vaccinated | people_fully_vaccinated | daily_vaccinations_raw | daily_vaccinations | total_vaccinations_per_hundred | people_vaccinated_per_hundred | people_fully_vaccinated_per_hundred | daily_vaccinations_per_million | vaccines | source_name | source_website | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Afghanistan | AFG | 2021-02-22 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00 | 0.00 | 0.0 | 0.0 | Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing | World Health Organization | https://covid19.who.int/ |
| 1 | Afghanistan | AFG | 2021-02-23 | 0.0 | 0.0 | 0.0 | 0.0 | 1367.0 | 0.00 | 0.00 | 0.0 | 34.0 | Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing | World Health Organization | https://covid19.who.int/ |
| 2 | Afghanistan | AFG | 2021-02-24 | 0.0 | 0.0 | 0.0 | 0.0 | 1367.0 | 0.00 | 0.00 | 0.0 | 34.0 | Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing | World Health Organization | https://covid19.who.int/ |
| 3 | Afghanistan | AFG | 2021-02-25 | 0.0 | 0.0 | 0.0 | 0.0 | 1367.0 | 0.00 | 0.00 | 0.0 | 34.0 | Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing | World Health Organization | https://covid19.who.int/ |
| 4 | Afghanistan | AFG | 2021-02-26 | 0.0 | 0.0 | 0.0 | 0.0 | 1367.0 | 0.00 | 0.00 | 0.0 | 34.0 | Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing | World Health Organization | https://covid19.who.int/ |
| 5 | Afghanistan | AFG | 2021-02-27 | 0.0 | 0.0 | 0.0 | 0.0 | 1367.0 | 0.00 | 0.00 | 0.0 | 34.0 | Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing | World Health Organization | https://covid19.who.int/ |
| 6 | Afghanistan | AFG | 2021-02-28 | 8200.0 | 8200.0 | 0.0 | 0.0 | 1367.0 | 0.02 | 0.02 | 0.0 | 34.0 | Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing | World Health Organization | https://covid19.who.int/ |
| 7 | Afghanistan | AFG | 2021-03-01 | 0.0 | 0.0 | 0.0 | 0.0 | 1580.0 | 0.00 | 0.00 | 0.0 | 40.0 | Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing | World Health Organization | https://covid19.who.int/ |
| 8 | Afghanistan | AFG | 2021-03-02 | 0.0 | 0.0 | 0.0 | 0.0 | 1794.0 | 0.00 | 0.00 | 0.0 | 45.0 | Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing | World Health Organization | https://covid19.who.int/ |
| 9 | Afghanistan | AFG | 2021-03-03 | 0.0 | 0.0 | 0.0 | 0.0 | 2008.0 | 0.00 | 0.00 | 0.0 | 50.0 | Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing | World Health Organization | https://covid19.who.int/ |
| country | iso_code | date | total_vaccinations | people_vaccinated | people_fully_vaccinated | daily_vaccinations_raw | daily_vaccinations | total_vaccinations_per_hundred | people_vaccinated_per_hundred | people_fully_vaccinated_per_hundred | daily_vaccinations_per_million | vaccines | source_name | source_website | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 86502 | Zimbabwe | ZWE | 2022-03-20 | 8210637.0 | 4418956.0 | 3444793.0 | 2915.0 | 30641.0 | 54.40 | 29.28 | 22.83 | 2030.0 | Oxford/AstraZeneca, Sinopharm/Beijing, Sinovac, Sputnik V | Ministry of Health | https://www.arcgis.com/home/webmap/viewer.html?url=https://services9.arcgis.com/DnERH4rcjw7NU6lv/ArcGIS/rest/services/Vaccine_Distribution_Program/FeatureServer&source=sd |
| 86503 | Zimbabwe | ZWE | 2022-03-21 | 8230061.0 | 4432618.0 | 3446894.0 | 19424.0 | 9630.0 | 54.53 | 29.37 | 22.84 | 638.0 | Oxford/AstraZeneca, Sinopharm/Beijing, Sinovac, Sputnik V | Ministry of Health | https://www.arcgis.com/home/webmap/viewer.html?url=https://services9.arcgis.com/DnERH4rcjw7NU6lv/ArcGIS/rest/services/Vaccine_Distribution_Program/FeatureServer&source=sd |
| 86504 | Zimbabwe | ZWE | 2022-03-22 | 8313471.0 | 4503937.0 | 3450864.0 | 83410.0 | 19990.0 | 55.08 | 29.84 | 22.87 | 1325.0 | Oxford/AstraZeneca, Sinopharm/Beijing, Sinovac, Sputnik V | Ministry of Health | https://www.arcgis.com/home/webmap/viewer.html?url=https://services9.arcgis.com/DnERH4rcjw7NU6lv/ArcGIS/rest/services/Vaccine_Distribution_Program/FeatureServer&source=sd |
| 86505 | Zimbabwe | ZWE | 2022-03-23 | 8414477.0 | 4589712.0 | 3455926.0 | 101006.0 | 32456.0 | 55.75 | 30.41 | 22.90 | 2151.0 | Oxford/AstraZeneca, Sinopharm/Beijing, Sinovac, Sputnik V | Ministry of Health | https://www.arcgis.com/home/webmap/viewer.html?url=https://services9.arcgis.com/DnERH4rcjw7NU6lv/ArcGIS/rest/services/Vaccine_Distribution_Program/FeatureServer&source=sd |
| 86506 | Zimbabwe | ZWE | 2022-03-24 | 8552429.0 | 4704720.0 | 3461926.0 | 137952.0 | 51151.0 | 56.67 | 31.17 | 22.94 | 3389.0 | Oxford/AstraZeneca, Sinopharm/Beijing, Sinovac, Sputnik V | Ministry of Health | https://www.arcgis.com/home/webmap/viewer.html?url=https://services9.arcgis.com/DnERH4rcjw7NU6lv/ArcGIS/rest/services/Vaccine_Distribution_Program/FeatureServer&source=sd |
| 86507 | Zimbabwe | ZWE | 2022-03-25 | 8691642.0 | 4814582.0 | 3473523.0 | 139213.0 | 69579.0 | 57.59 | 31.90 | 23.02 | 4610.0 | Oxford/AstraZeneca, Sinopharm/Beijing, Sinovac, Sputnik V | Ministry of Health | https://www.arcgis.com/home/webmap/viewer.html?url=https://services9.arcgis.com/DnERH4rcjw7NU6lv/ArcGIS/rest/services/Vaccine_Distribution_Program/FeatureServer&source=sd |
| 86508 | Zimbabwe | ZWE | 2022-03-26 | 8791728.0 | 4886242.0 | 3487962.0 | 100086.0 | 83429.0 | 58.25 | 32.38 | 23.11 | 5528.0 | Oxford/AstraZeneca, Sinopharm/Beijing, Sinovac, Sputnik V | Ministry of Health | https://www.arcgis.com/home/webmap/viewer.html?url=https://services9.arcgis.com/DnERH4rcjw7NU6lv/ArcGIS/rest/services/Vaccine_Distribution_Program/FeatureServer&source=sd |
| 86509 | Zimbabwe | ZWE | 2022-03-27 | 8845039.0 | 4918147.0 | 3493763.0 | 53311.0 | 90629.0 | 58.61 | 32.59 | 23.15 | 6005.0 | Oxford/AstraZeneca, Sinopharm/Beijing, Sinovac, Sputnik V | Ministry of Health | https://www.arcgis.com/home/webmap/viewer.html?url=https://services9.arcgis.com/DnERH4rcjw7NU6lv/ArcGIS/rest/services/Vaccine_Distribution_Program/FeatureServer&source=sd |
| 86510 | Zimbabwe | ZWE | 2022-03-28 | 8934360.0 | 4975433.0 | 3501493.0 | 89321.0 | 100614.0 | 59.20 | 32.97 | 23.20 | 6667.0 | Oxford/AstraZeneca, Sinopharm/Beijing, Sinovac, Sputnik V | Ministry of Health | https://www.arcgis.com/home/webmap/viewer.html?url=https://services9.arcgis.com/DnERH4rcjw7NU6lv/ArcGIS/rest/services/Vaccine_Distribution_Program/FeatureServer&source=sd |
| 86511 | Zimbabwe | ZWE | 2022-03-29 | 9039729.0 | 5053114.0 | 3510256.0 | 105369.0 | 103751.0 | 59.90 | 33.48 | 23.26 | 6874.0 | Oxford/AstraZeneca, Sinopharm/Beijing, Sinovac, Sputnik V | Ministry of Health | https://www.arcgis.com/home/webmap/viewer.html?url=https://services9.arcgis.com/DnERH4rcjw7NU6lv/ArcGIS/rest/services/Vaccine_Distribution_Program/FeatureServer&source=sd |